Mihir Pamnani

MCP Tool Bench is a controlled way to benchmark MCP server design. We put Nexla’s task-specific MCP servers against off-the-shelf ones on real BigQuery tasks, in two harnesses, and measured the agent effort each demanded.

A research-backed framework for evaluating LLM-generated data transformations. Learn how datasets, sandboxed execution, and automated judging reveal failure patterns and model performance across real-world data engineering tasks.